The Applied TensorFlow and Keras Workshop

4. Productization

Overview

In this chapter, you will handle new data and create a model that is able to learn continuously from the patterns it is shown and help make better predictions. We will use a web application as an example to show how to deploy deep learning models not only because of the simplicity and prevalence of web apps, but also the different possibilities they provide, such as getting predictions on mobile using a web browser and making REST APIs for users.

Introduction

This chapter focuses on how to productize a deep learning model. We use the word productize to define the creation of a software product from a deep learning model that can be used by other people and applications.

We are interested in models that use new ...